Upstream Security Case Study — Automotive Cybersecurity SEO & GEO
Upstream Security case study: automotive cybersecurity SEO establishing category leadership tech brand in Google search and AI answer engines (Perplexity, ChatGPT).

Key Metric
The Challenge
Despite being an industry leader, the company was invisible in Google and AI-generated answers due to 500+ pages of canonical conflicts diluting their authority.
- An enterprise automotive cybersecurity platform was virtually invisible in Google and AI search engines despite being a recognised global industry leader.
- Canonical conflicts across 500+ pages caused severe index dilution, concentrating authority away from the highest-value enterprise pages.
- Zero structured data meant the brand was absent from B2B decision-maker queries and had no presence in AI Overviews.
Our Approach
Resolved all canonical issues via a 500+ page technical SEO audit, implemented B2B Schema.org markup, and optimized content specifically for Perplexity, Google SGE, and Claude.
- 1Performed a comprehensive technical SEO audit across the full 500+ page enterprise site, resolving canonical conflicts and crawl waste.
- 2Resolved all canonical conflicts and duplicate content issues to concentrate crawl budget on the most important enterprise product pages.
- 3Implemented B2B Schema.org markup: SoftwareApplication, Organization, Product, and TechArticle.
- 4Optimised all metadata and content for AI engine discovery: Perplexity, Google SGE, and Claude.
- 5Set up ongoing AI citation monitoring across enterprise automotive cybersecurity keywords.
Tech Stack
The Result
Unlocked a completely new visibility channel; the brand now consistently appears in AI-generated answers for enterprise automotive cybersecurity queries.
What We Delivered
- 500+ page full technical SEO audit & resolution
- Canonical conflict resolution implementation
- B2B Schema.org structured data suite
- AI citation monitoring and tracking setup
End-Audience Impact
Automotive cybersecurity engineers and enterprise C-level executives find authoritative research, threat models, and compliance standards directly through AI search engines (ChatGPT, Perplexity).
Our content now shows up in AI-generated answers for automotive cybersecurity queries. That is an entirely new category of visibility we simply did not have before.
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